Is there a way to prevent click input from bots?

Question

I have a javascript canvas game with pixi.js that requires a player to press a certain combination of buttons to complete a level. They basically have to press the button that matches a certain color.

It turns out that players are writing bots in python to do this task and they are getting the maxium score each time. The game is already live and users enjoy playing it so I can't really change anything gameplay wise.

So I thought about a few possible solutions but I have some concerns

1. Captcha between each level
2. Check the speed of the input
3. Check how consistent the input is

The captcha will hurt user experience, and there are tons of video's how to bypass it. 2 and 3 will fail after the creators of the bots understand what is happening. So I am really stuck on what I could do.

Answer 1

I would consider a random grace period before allowing the buttons to be clicked. this may stump some bots, but is circumventable.

Besides that, I would profile the timing of the clicks/interactions. Every time next level is requested, compare to the profile, and if they are consistently the same introduce a randomized button id, button shape (circle, oval, square, etc.), button placement (swap buttons) to avoid easy scripting. Also the font and the actual text could be varied.

I would also change the input element to <input type="image"> since it will give you the exact coordinates (if possible - I'm not familiar with pixi.js) and this will aid in the profiling.

You could also implement some sort of mouse position tracker, but people on touchscreens will not produce data for this. You could supplement with additional check if the user input is touch, but a bot would easily be able to circumvent it.

EDIT
I don't know if some library to detect other JavaScript imports and thereby detecting potential bots would be applicable. Might be one avenue to consider.

Doing something like this: Check whether user has a Chrome extension installed to verify that you are running in a browser and not in a python environment could be another avenue. It would mean that you restrict your users to certain browsers, and as a lot of other code, could be circumvented. Cost/benefit should be kept in mind here.
If everything is being run though the actual browser with some sort of headless interface it is not going to be useful at all.

EDIT 2
A quick googling of python automate browser game brings up a tutorial of how to automate browser games with python. based on a cursory glance, making your buttons move around and changing font would be effective, and even resizing the playing area "randomly" (even if you have a full screen function) may be a viable defense. Again, following the tutorial and trying to automate it using that, and seeing how to block it would be a good exercise.

You could also consider asking some students for help. This could be a good project idea for many computer studies courses that offer project based courses. It could also be a student job type deal - if you want to ensure that you get a result and a "report".